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Large Language Models
NPFL140
The course provides an overview of how large language models work, including theoretical foundations, practical aspects (efficient inference, multilinguality), and the broader context of the models (ethics, philosophy of language). The classes combine classical lecturing with other activities, such as hands-on tutorials or collaborative discussion sessions. To pass the course, students need to work on a group project based on recent shared/competition tasks and take part in a final test.
Prerequisities
Programming in Python, elementary knowledge of neural networks, including basic underlying math (linear algebra, probability, calculus)
Details
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MFF CUNI
FACULTY
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Summer
TERM
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Large Language Models
OFFICIAL CZECH NAME
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https://is.cuni.cz/studium/predmety/index.php?do=predmet&kod=NPFL140
OFFICIAL LINK IN CZECH
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Large Language Models
OFFICIAL ENGLISH NAME
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https://is.cuni.cz/studium/eng/predmety/index.php?do=predmet&kod=NPFL140
OFFICIAL LINK IN ENGLISH
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https://ufal.mff.cuni.cz/courses/npfl140
Course website
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FEE CTU
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FIT CTU
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FSV CUNI
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MFF CUNI
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Deep Reinforcement Learning
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Introduction to Artificial Intelligence
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Introduction to Machine Learning with Python
Winter
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Summer
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Modern Algorithmic Game Theory
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Natural Language Processing
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